

生成一张TASLP Introduction 用的三栏逻辑图(横向1×3,标(a)(b)(c))。要求白底极简、文字逻辑为主,只用少量符号(→, ×, ✓, 🔒),尽量少icon;每栏用矩形框+短句,栏与栏之间用粗箭头连接表示“因此/于是”。(a) 标题:(a) Centralized training: privacy problem内容用3行:Train ADD needs large real speechCentralized pipeline uploads raw audioRaw audio contains identity/content 🔒 → leakage/compliance risk ×底部小字:Raw audio cannot leave devices(b) 标题:(b) Federated learning: necessary but challenging3行:Use FL: data stays local 🔒Upload only model updates (weights/gradients)Real-world FL: Non-IID + dropouts/partial participation → performance gap (EER↑), instability ×(c) 标题:(c) Our FLADD: close the performance gap under privacy4行(只点名用途,不画细节):Goal: high performance under privacy constraintDual-branch detector → stronger representationDual prototypes (P1/P2) → align heterogeneous clientsMFAW aggregation → robust & stable training右下角加:Outcome: high-accuracy & stable ADD ✓ with no raw-audio sharing 🔒整体底部加一句:Privacy is a hard constraint, not an add
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